obtained when W is substituted for X may be substantially biased. Many strategies for correcting for measurement error depend … methods often assume that the measurement error is normally distributed. In our work, we focus on re-creating the distribution … error. We identify an important case of chi-square measurement error and propose a variety of methods to adjust for it …